{"id":"W2077371595","doi":"10.2139/ssrn.478141","title":"Corporate Performance and Business Expansion","year":2003,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Financial Reporting and Valuation Research","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Business; Accounting","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003139858,0.00009733545,0.0001083925,0.0001665244,0.0003898466,0.0001964762,0.00008600828,0.00004182929,0.00003890512],"category_scores_gemma":[0.00053544,0.00008140985,0.00002594186,0.0004551973,0.00003468522,0.0006089484,0.0000273483,0.0006299776,0.00007230772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009681105,"about_ca_system_score_gemma":0.0007666979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006161841,"about_ca_topic_score_gemma":0.00008149233,"domain_scores_codex":[0.9982844,0.00001650869,0.000225605,0.0001432425,0.0002961538,0.001034079],"domain_scores_gemma":[0.9992024,0.00001253379,0.0003140085,0.00008915918,0.0003688843,0.0000130581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007137823,0.00007713044,0.2462121,0.00008320766,0.0000345455,0.00001291417,0.00002553555,0.0001617131,0.0007482708,0.6000104,0.0007363255,0.1518265],"study_design_scores_gemma":[0.002307187,0.000131048,0.247469,0.000146119,0.00007849081,0.0008376351,0.001023268,0.004843529,0.0001816753,0.6495374,0.09273437,0.0007103218],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898788,0.0004833357,0.001383119,0.0003211798,0.0002131051,0.0000758902,5.287251e-8,0.00002754164,0.007616938],"genre_scores_gemma":[0.9963234,0.001077261,0.00004117687,0.0001423013,0.0003444173,0.000003473336,0.000001719623,0.00001483883,0.00205141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1511162,"threshold_uncertainty_score":0.3319797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03335554192448163,"score_gpt":0.2560737290431609,"score_spread":0.2227181871186793,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}